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Expert&#xff09;&#xff1a;\u8d1f\u8d23\u6269\u6563\u6a21\u578b\u53bb\u566a\u65e9\u671f\u9636\u6bb5&#xff0c;\u6b64\u65f6\u566a\u58f0\u6c34\u5e73\u9ad8\u3001\u4fe1\u566a\u6bd4&#xff08;SNR&#xff09;\u4f4e&#xff0c;\u6a21\u578b\u91cd\u70b9\u5173\u6ce8\u89c6\u9891\u7684\u6574\u4f53\u5e03\u5c40\u3001\u573a\u666f\u7ed3\u6784\u4e0e\u4e3b\u4f53\u5f62\u6001&#xff0c;\u786e\u4fdd\u751f\u6210\u5185\u5bb9\u7684\u8bed\u4e49\u4e00\u81f4\u6027&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u566a\u58f0\u4e13\u5bb6\u6a21\u578b&#xff08;Low-noise Expert&#xff09;&#xff1a;\u8d1f\u8d23\u53bb\u566a\u540e\u671f\u9636\u6bb5&#xff0c;\u6b64\u65f6\u566a\u58f0\u6c34\u5e73\u964d\u4f4e\u3001\u4fe1\u566a\u6bd4\u63d0\u5347&#xff0c;\u6a21\u578b\u4e13\u6ce8\u4e8e\u7ec6\u8282\u4f18\u5316&#xff0c;\u5982\u7eb9\u7406\u3001\u5149\u5f71\u3001\u5fae\u8868\u60c5\u3001\u7269\u4f53\u8fd0\u52a8\u8f68\u8ff9\u7b49&#xff0c;\u63d0\u5347\u89c6\u9891\u7684\u771f\u5b9e\u611f\u4e0e\u7ec6\u817b\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<h5>2.1.2 \u4e13\u5bb6\u5207\u6362\u673a\u5236<\/h5>\n<p>\u4e24\u4f4d\u4e13\u5bb6\u7684\u5207\u6362\u7684\u7531\u4fe1\u566a\u6bd4&#xff08;SNR&#xff09;\u81ea\u52a8\u63a7\u5236&#xff0c;\u5207\u6362\u903b\u8f91\u7b80\u6d01\u4e14\u9ad8\u6548&#xff1a;<\/p>\n<li>\n<p>\u53bb\u566a\u8fc7\u7a0b\u4e2d&#xff0c;\u4fe1\u566a\u6bd4&#xff08;SNR&#xff09;\u968f\u53bb\u566a\u6b65\u6570t\u7684\u589e\u52a0\u5355\u8c03\u4e0b\u964d&#xff0c;\u53bb\u566a\u521d\u671f\u6b65\u6570\u5927\u3001SNR\u6700\u4f4e&#xff0c;\u6fc0\u6d3b\u9ad8\u566a\u58f0\u4e13\u5bb6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u5b9a\u4e00\u4e2a\u9608\u503c\u6b65\u6570&#xff0c;\u5176\u5bf9\u5e94\u7684SNR\u4e3a\u6700\u5c0fSNR\u7684\u4e00\u534a&#xff0c;\u5f53\u53bb\u566a\u6b65\u6570\u5c0f\u4e8e\u8be5\u9608\u503c\u65f6&#xff0c;\u81ea\u52a8\u5207\u6362\u81f3\u4f4e\u566a\u58f0\u4e13\u5bb6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6574\u4e2a\u5207\u6362\u8fc7\u7a0b\u7531\u6a21\u578b\u81ea\u52a8\u5b8c\u6210&#xff0c;\u65e0\u9700\u5f00\u53d1\u8005\u624b\u52a8\u5e72\u9884&#xff0c;\u65e2\u4fdd\u8bc1\u4e86\u6574\u4f53\u5e03\u5c40\u7684\u5408\u7406\u6027&#xff0c;\u53c8\u517c\u987e\u4e86\u7ec6\u8282\u7684\u7ec6\u817b\u5ea6&#xff0c;\u540c\u65f6\u907f\u514d\u4e86\u5355\u4e00\u4e13\u5bb6\u6a21\u578b\u7684\u80fd\u529b\u74f6\u9888\u3002<\/p>\n<\/li>\n<h4>2.2 \u5173\u952e\u521b\u65b0&#xff1a;\u7535\u5f71\u7f8e\u5b66\u63a7\u5236\u7cfb\u7edf<\/h4>\n<p>\u76f8\u8f83\u4e8e\u5176\u4ed6\u5f00\u6e90\u89c6\u9891\u751f\u6210\u6a21\u578b\u201c\u7f8e\u5b66\u4e0d\u53ef\u63a7\u201d\u7684\u75db\u70b9&#xff0c;Wan2.2\u9996\u521b\u7535\u5f71\u7f8e\u5b66\u63a7\u5236\u7cfb\u7edf&#xff0c;\u901a\u8fc7\u878d\u5165\u7cbe\u5fc3\u6807\u6ce8\u7684\u7f8e\u5b66\u6570\u636e\u96c6&#xff08;\u5305\u542b\u5149\u7167\u3001\u6784\u56fe\u3001\u5bf9\u6bd4\u5ea6\u3001\u8272\u8c03\u7b49\u8be6\u7ec6\u6807\u7b7e&#xff09;&#xff0c;\u8ba9\u6a21\u578b\u80fd\u591f\u7406\u89e3\u5e76\u8fd8\u539f\u7535\u5f71\u7ea7\u7684\u89c6\u89c9\u6548\u679c&#xff0c;\u652f\u6301\u5f00\u53d1\u8005\u901a\u8fc7\u63d0\u793a\u8bcd\u5b9e\u73b0\u7cbe\u7ec6\u5316\u7f8e\u5b66\u5b9a\u5236&#xff0c;\u8fd9\u4e5f\u662f\u5176\u751f\u6210\u6548\u679c\u5ab2\u7f8e\u4e13\u4e1a\u5f71\u89c6\u540e\u671f\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/p>\n<p>\u7f8e\u5b66\u63a7\u5236\u7684\u6838\u5fc3\u80fd\u529b\u7684\u4f53\u73b0\u5728\u56db\u5927\u7ef4\u5ea6&#xff0c;\u5f00\u53d1\u8005\u53ef\u901a\u8fc7\u7b80\u5355\u63d0\u793a\u8bcd\u7ec4\u5408\u5b9e\u73b0\u5b9a\u5236&#xff1a;<\/p>\n<li>\n<p>\u5149\u5f71\u63a7\u5236&#xff1a;\u652f\u6301\u201c\u67d4\u5149\u201d\u201c\u786c\u5149\u201d\u201c\u8fb9\u7f18\u5149\u201d\u201c\u805a\u5149\u706f\u201d\u7b49\u5173\u952e\u8bcd&#xff0c;\u53ef\u751f\u6210\u9ec4\u660f\u4f59\u6656\u3001\u79d1\u5e7b\u51b7\u5149\u7b49\u4e0d\u540c\u5149\u5f71\u6548\u679c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8272\u5f69\u63a7\u5236&#xff1a;\u652f\u6301\u201c\u6696\u8272\u8c03\u201d\u201c\u51b7\u8272\u8c03\u201d\u201c\u9ad8\u9971\u548c\u201d\u201c\u4f4e\u9971\u548c\u201d\u7b49&#xff0c;\u9002\u914d\u4e0d\u540c\u573a\u666f\u6c1b\u56f4&#xff08;\u5982\u6d6a\u6f2b\u3001\u538b\u6291\u3001\u79d1\u5e7b&#xff09;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6784\u56fe\u63a7\u5236&#xff1a;\u652f\u6301\u201c\u4e2d\u5fc3\u6784\u56fe\u201d\u201c\u5e73\u8861\u6784\u56fe\u201d\u201c\u4f4e\u89d2\u5ea6\u6784\u56fe\u201d\u201c\u8fdc\u666f\u6784\u56fe\u201d\u7b49&#xff0c;\u4f18\u5316\u753b\u9762\u7684\u89c6\u89c9\u5c42\u6b21\u611f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7ec6\u8282\u63a7\u5236&#xff1a;\u652f\u6301\u201c\u5fae\u8868\u60c5\u201d\u201c\u7ec6\u817b\u7eb9\u7406\u201d\u201c\u6d41\u7545\u8fd0\u52a8\u201d\u7b49&#xff0c;\u63d0\u5347\u4eba\u7269\u3001\u7269\u4f53\u7684\u771f\u5b9e\u611f&#xff0c;\u907f\u514d\u51fa\u73b0\u201c\u50f5\u786c\u8fd0\u52a8\u201d\u201c\u6a21\u7cca\u7eb9\u7406\u201d\u7b49\u95ee\u9898\u3002<\/p>\n<\/li>\n<p>\u2728 \u793a\u4f8b&#xff1a;\u8f93\u5165\u63d0\u793a\u8bcd\u201c\u9ec4\u660f\u65f6\u5206&#xff0c;\u6d77\u8fb9\u65e5\u843d&#xff0c;\u67d4\u5149\u7167\u5c04&#xff0c;\u6696\u8272\u8c03&#xff0c;\u4e2d\u5fc3\u6784\u56fe&#xff0c;\u6d77\u6d6a\u7f13\u6162\u6d8c\u52a8&#xff0c;\u6c99\u6ee9\u7eb9\u7406\u6e05\u6670\u201d&#xff0c;Wan2.2\u53ef\u81ea\u52a8\u751f\u6210\u91d1\u8272\u4f59\u6656\u94fa\u6ee1\u6d77\u9762\u3001\u6d77\u6d6a\u6d41\u7545\u8d77\u4f0f\u3001\u6c99\u6ee9\u7eb9\u7406\u7ec6\u817b\u7684\u7535\u5f71\u7ea7\u753b\u9762&#xff0c;\u65e0\u9700\u989d\u5916\u540e\u671f\u5904\u7406\u3002<\/p>\n<h4>2.3 \u5176\u4ed6\u5173\u952e\u4f18\u5316&#xff1a;\u6570\u636e\u3001VAE\u4e0e\u6548\u7387\u63d0\u5347<\/h4>\n<p>\u9664\u4e86\u6838\u5fc3\u67b6\u6784\u521b\u65b0&#xff0c;Wan2.2\u5728\u8bad\u7ec3\u6570\u636e\u3001VAE\u538b\u7f29\u3001\u63a8\u7406\u4f18\u5316\u7b49\u7ec6\u8282\u4e0a\u7684\u6253\u78e8&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u5b9e\u7528\u6027\u4e0e\u90e8\u7f72\u6548\u7387&#xff1a;<\/p>\n<h5>2.3.1 \u8bad\u7ec3\u6570\u636e\u5347\u7ea7<\/h5>\n<p>\u76f8\u8f83\u4e8eWan2.1&#xff0c;Wan2.2\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u5b9e\u73b0\u4e86\u5927\u5e45\u6269\u5c55&#xff0c;\u5176\u4e2d\u56fe\u50cf\u6570\u636e\u589e\u52a065.6%&#xff0c;\u89c6\u9891\u6570\u636e\u589e\u52a083.2%&#xff0c;\u6db5\u76d6\u66f4\u591a\u573a\u666f\u3001\u8fd0\u52a8\u5f62\u6001\u4e0e\u7f8e\u5b66\u98ce\u683c&#xff0c;\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u590d\u6742\u8fd0\u52a8\u751f\u6210\u3001\u4eba\u7269\u4ea4\u4e92\u3001\u8bed\u4e49\u7406\u89e3\u7b49\u7ef4\u5ea6\u7684\u6cdb\u5316\u80fd\u529b&#xff0c;\u5728Wan-Bench 2.0\u57fa\u51c6\u6d4b\u8bd5\u96c6\u4e2d&#xff0c;\u5176\u6574\u4f53\u8868\u73b0\u4f18\u4e8e\u4e1a\u5185\u4e3b\u6d41\u5f00\u6e90\u4e0e\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n<h5>2.3.2 \u9ad8\u6548VAE\u538b\u7f29\u8bbe\u8ba1<\/h5>\n<p>Wan2.2\u7684\u8f7b\u91cf\u7248\u6a21\u578b&#xff08;IT2V-5B&#xff09;\u91c7\u7528\u81ea\u4e3b\u7814\u53d1\u7684Wan2.2-VAE&#xff0c;\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u65f6\u7a7a\u538b\u7f29&#xff1a;\u539f\u59cb\u89c6\u9891\u7684\u65f6\u7a7a\u538b\u7f29\u6bd4\u8fbe4\u00d716\u00d716&#xff0c;\u6574\u4f53\u538b\u7f29\u7387\u63d0\u5347\u81f364\u500d&#xff0c;\u7ed3\u5408\u989d\u5916\u7684patchification\u5c42&#xff0c;\u603b\u538b\u7f29\u6bd4\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u81f34\u00d732\u00d732&#xff0c;\u5728\u4fdd\u8bc1\u89c6\u9891\u91cd\u5efa\u8d28\u91cf\u7684\u524d\u63d0\u4e0b&#xff0c;\u5927\u5e45\u964d\u4f4e\u4e86\u63a8\u7406\u65f6\u7684\u663e\u5b58\u5360\u7528\u4e0e\u8ba1\u7b97\u6210\u672c&#xff0c;\u8fd9\u4e5f\u662f\u5176\u80fd\u5728\u6d88\u8d39\u7ea7GPU\u4e0a\u8fd0\u884c\u7684\u5173\u952e\u539f\u56e0\u3002<\/p>\n<h5>2.3.3 \u591a\u7248\u672c\u6a21\u578b\u9002\u914d<\/h5>\n<p>\u4e3a\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u8d44\u6e90\u4e0e\u573a\u666f\u9700\u6c42&#xff0c;Wan2.2\u5f00\u6e90\u4e86\u4e09\u5927\u7248\u672c\u6a21\u578b&#xff0c;\u5f00\u53d1\u8005\u53ef\u6839\u636e\u81ea\u8eabGPU\u663e\u5b58\u7075\u6d3b\u9009\u62e9&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u7248\u672c\u53c2\u6570\u91cf\u6838\u5fc3\u529f\u80fd\u6700\u4f4eGPU\u8981\u6c42\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">Wan2.2-T2V-A14B<\/td>\n<td align=\"left\">27B&#xff08;\u6fc0\u6d3b14B&#xff09;<\/td>\n<td align=\"left\">\u6587\u751f\u89c6\u9891&#xff0c;\u7535\u5f71\u7ea7\u7f8e\u5b66<\/td>\n<td align=\"left\">80GB&#xff08;A100\/H100&#xff09;<\/td>\n<td align=\"left\">\u4e13\u4e1a\u7ea7\u521b\u4f5c\u3001\u5de5\u4e1a\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Wan2.2-I2V-A14B<\/td>\n<td align=\"left\">27B&#xff08;\u6fc0\u6d3b14B&#xff09;<\/td>\n<td align=\"left\">\u56fe\u751f\u89c6\u9891&#xff0c;\u7ec6\u8282\u8fd8\u539f<\/td>\n<td align=\"left\">80GB&#xff08;A100\/H100&#xff09;<\/td>\n<td align=\"left\">\u56fe\u50cf\u8f6c\u89c6\u9891\u3001\u52a8\u6001\u6d77\u62a5<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Wan2.2-IT2V-5B<\/td>\n<td align=\"left\">5B&#xff08;\u7a20\u5bc6\u6a21\u578b&#xff09;<\/td>\n<td align=\"left\">T2V\/I2V\u7edf\u4e00&#xff0c;\u9ad8\u6548\u63a8\u7406<\/td>\n<td align=\"left\">24GB&#xff08;RTX 4090&#xff09;<\/td>\n<td align=\"left\">\u79d1\u7814\u5b9e\u9a8c\u3001\u6d88\u8d39\u7ea7\u521b\u4f5c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e09\u3001\u5b9e\u64cd\u6559\u7a0b&#xff1a;Wan2.2\u6a21\u578b\u5feb\u901f\u90e8\u7f72\u4e0e\u751f\u6210\u793a\u4f8b<\/h3>\n<p>Wan2.2\u7684\u5f00\u6e90\u7279\u6027\u4f7f\u5176\u90e8\u7f72\u95e8\u69db\u6781\u4f4e&#xff0c;\u5b98\u65b9\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u4ee3\u7801\u4ed3\u5e93\u3001\u4f9d\u8d56\u8bf4\u660e\u4e0e\u751f\u6210\u811a\u672c&#xff0c;\u652f\u6301\u901a\u8fc7HuggingFace\u3001ModelScope\u4e0b\u8f7d\u6a21\u578b&#xff0c;\u9002\u914d\u5355GPU\u3001\u591aGPU\u5206\u5e03\u5f0f\u90e8\u7f72&#xff0c;\u4ee5\u4e0b\u662f\u9488\u5bf9\u5f00\u53d1\u8005\u7684\u5feb\u901f\u90e8\u7f72\u6559\u7a0b&#xff08;\u4ee5\u6700\u5e38\u7528\u7684IT2V-5B\u8f7b\u91cf\u7248\u4e3a\u4f8b&#xff0c;\u9002\u914dRTX 4090&#xff09;\u3002<\/p>\n<h4>3.1 \u73af\u5883\u51c6\u5907<\/h4>\n<h5>3.1.1 \u786c\u4ef6\u8981\u6c42<\/h5>\n<p>\u6700\u4f4e\u914d\u7f6e&#xff1a;NVIDIA RTX 4090&#xff08;24GB\u663e\u5b58&#xff09;&#xff0c;\u63a8\u8350\u914d\u7f6e&#xff1a;A100&#xff08;80GB&#xff09;\/\u591a\u5361\u5e76\u884c&#xff0c;\u652f\u6301Windows\u3001Linux\u7cfb\u7edf&#xff08;Linux\u7cfb\u7edf\u63a8\u7406\u6548\u7387\u66f4\u9ad8&#xff09;\u3002<\/p>\n<h5>3.1.2 \u8f6f\u4ef6\u4f9d\u8d56\u5b89\u88c5<\/h5>\n<p>\u9996\u5148\u514b\u9686\u5b98\u65b9\u4ed3\u5e93&#xff0c;\u5b89\u88c5\u6240\u9700\u4f9d\u8d56&#xff0c;\u5efa\u8bae\u4f7f\u7528Python 3.8&#043;\u3001PyTorch 2.4.0&#043;&#xff0c;\u786e\u4fddGPU\u9a71\u52a8\u652f\u6301CUDA 11.8&#043;&#xff1a;<\/p>\n<h2>1. \u514b\u9686\u5b98\u65b9\u4ed3\u5e93<\/h2>\n<p>git clone https:\/\/github.com\/Wan-Video\/Wan2.2.git<br \/>\ncd Wan2.2<\/p>\n<h2>2. \u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56<\/h2>\n<p>pip install -r requirements.txt<\/p>\n<h2>3. \u53ef\u9009&#xff1a;\u5b89\u88c5\u8bed\u97f3\u652f\u6301&#xff08;\u5982\u9700\u8bed\u97f3\u8f6c\u89c6\u9891\u529f\u80fd&#xff09;<\/h2>\n<p>pip install -r requirements_s2v.txt<\/p>\n<h4>3.2 \u6a21\u578b\u4e0b\u8f7d<\/h4>\n<p>\u652f\u6301\u901a\u8fc7HuggingFace\u6216ModelScope\u4e0b\u8f7d\u6a21\u578b&#xff0c;\u4ee5\u4e0b\u662fIT2V-5B\u6a21\u578b\u7684\u4e0b\u8f7d\u547d\u4ee4&#xff08;\u4e8c\u9009\u4e00\u5373\u53ef&#xff09;&#xff1a;<\/p>\n<h2>\u65b9\u5f0f1&#xff1a;\u901a\u8fc7HuggingFace\u4e0b\u8f7d<\/h2>\n<p>huggingface-cli download Wan-AI\/Wan2.2-IT2V-5B &#8211;local-dir .\/Wan2.2-IT2V-5B<\/p>\n<h2>\u65b9\u5f0f2&#xff1a;\u901a\u8fc7ModelScope\u4e0b\u8f7d&#xff08;\u56fd\u5185\u7528\u6237\u63a8\u8350&#xff09;<\/h2>\n<p>modelscope download Wan-AI\/Wan2.2-IT2V-5B &#8211;local_dir .\/Wan2.2-IT2V-5B<\/p>\n<h4>3.3 \u5feb\u901f\u751f\u6210\u793a\u4f8b<\/h4>\n<p>Wan2.2\u63d0\u4f9b\u4e86\u7b80\u6d01\u7684\u751f\u6210\u811a\u672c&#xff0c;\u652f\u6301\u6587\u751f\u89c6\u9891\u3001\u56fe\u751f\u89c6\u9891\u4e24\u79cd\u6838\u5fc3\u573a\u666f&#xff0c;\u4ee5\u4e0b\u662f\u5177\u4f53\u793a\u4f8b&#xff08;\u5355GPU\u90e8\u7f72&#xff09;\u3002<\/p>\n<h5>3.3.1 \u6587\u751f\u89c6\u9891&#xff08;T2V&#xff09;\u751f\u6210<\/h5>\n<p>\u8fd0\u884cgenerate.py\u811a\u672c&#xff0c;\u6307\u5b9a\u6a21\u578b\u8def\u5f84\u3001\u63d0\u793a\u8bcd\u3001\u751f\u6210\u5206\u8fa8\u7387\u7b49\u53c2\u6570&#xff0c;\u5373\u53ef\u5feb\u901f\u751f\u6210\u89c6\u9891&#xff1a;<\/p>\n<p>python generate.py &#8211;task ti2v-5B \\\\<br \/>\n&#8211;size 1280&#215;720 \\\\  # \u751f\u6210\u5206\u8fa8\u7387720P<br \/>\n&#8211;ckpt_dir .\/Wan2.2-IT2V-5B \\\\  # \u6a21\u578b\u8def\u5f84<br \/>\n&#8211;prompt &#034;\u590f\u65e5\u6d77\u6ee9&#xff0c;\u67d4\u5149\u7167\u5c04&#xff0c;\u6696\u8272\u8c03&#xff0c;\u767d\u732b\u6234\u7740\u592a\u9633\u955c\u5750\u5728\u51b2\u6d6a\u677f\u4e0a&#xff0c;\u6d77\u6d6a\u7f13\u6162\u6d8c\u52a8&#034; \\\\  # \u63d0\u793a\u8bcd&#xff08;\u652f\u6301\u7f8e\u5b66\u5173\u952e\u8bcd&#xff09;<br \/>\n&#8211;duration 5 \\\\  # \u751f\u6210\u89c6\u9891\u65f6\u957f5s<br \/>\n&#8211;fps 24  # \u5e27\u738724fps<\/p>\n<h5>3.3.2 \u56fe\u751f\u89c6\u9891&#xff08;I2V&#xff09;\u751f\u6210<\/h5>\n<p>\u53ea\u9700\u989d\u5916\u6307\u5b9a\u8f93\u5165\u56fe\u50cf\u8def\u5f84&#xff0c;\u5373\u53ef\u5c06\u9759\u6001\u56fe\u50cf\u8f6c\u6362\u4e3a\u52a8\u6001\u89c6\u9891&#xff0c;\u4fdd\u6301\u56fe\u50cf\u7684\u4e3b\u4f53\u98ce\u683c\u4e0e\u7ec6\u8282&#xff1a;<\/p>\n<p>python generate.py &#8211;task ti2v-5B \\\\<br \/>\n&#8211;size 1280&#215;720 \\\\<br \/>\n&#8211;ckpt_dir .\/Wan2.2-IT2V-5B \\\\<br \/>\n&#8211;image .\/input.jpg \\\\  # \u8f93\u5165\u9759\u6001\u56fe\u50cf\u8def\u5f84<br \/>\n&#8211;prompt &#034;\u4fdd\u6301\u56fe\u50cf\u4e3b\u4f53&#xff0c;\u6dfb\u52a0\u5fae\u98ce\u6548\u679c&#xff0c;\u6811\u53f6\u8f7b\u8f7b\u6446\u52a8&#xff0c;\u6696\u8272\u8c03\u67d4\u5149&#xff0c;\u753b\u9762\u6d41\u7545&#034; \\\\<br \/>\n&#8211;duration 5 \\\\<br \/>\n&#8211;fps 24<\/p>\n<h4>3.4 \u90e8\u7f72\u4f18\u5316\u6280\u5de7<\/h4>\n<p>\u9488\u5bf9\u6d88\u8d39\u7ea7GPU&#xff08;\u5982RTX 4090&#xff09;&#xff0c;\u53ef\u901a\u8fc7\u4ee5\u4e0b\u53c2\u6570\u4f18\u5316\u663e\u5b58\u5360\u7528\u4e0e\u63a8\u7406\u901f\u5ea6&#xff0c;\u907f\u514d\u51fa\u73b0OOM\u9519\u8bef&#xff1a;<\/p>\n<h2>\u542f\u7528\u6a21\u578b\u5378\u8f7d&#xff0c;\u8282\u7701\u663e\u5b58<\/h2>\n<p>&#8211;offload_model True<\/p>\n<h2>\u8f6c\u6362\u6a21\u578b\u7cbe\u5ea6&#xff08;FP16&#xff09;&#xff0c;\u63d0\u5347\u63a8\u7406\u901f\u5ea6<\/h2>\n<p>&#8211;convert_model_dtype<\/p>\n<h2>\u5c06\u6587\u672c\u7f16\u7801\u5668&#xff08;T5&#xff09;\u653eCPU\u8fd0\u884c&#xff0c;\u8fdb\u4e00\u6b65\u8282\u7701GPU\u663e\u5b58<\/h2>\n<p>&#8211;t5_cpu<\/p>\n<p>\u26a0\ufe0f \u6ce8\u610f\u4e8b\u9879&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u751f\u6210720P\u89c6\u9891\u65f6&#xff0c;RTX 4090\u5355GPU\u7ea6\u97009\u5206\u949f&#xff0c;\u591a\u5361\u5e76\u884c\u53ef\u5927\u5e45\u63d0\u901f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63d0\u793a\u8bcd\u8d8a\u8be6\u7ec6&#xff08;\u5c24\u5176\u662f\u7f8e\u5b66\u5173\u952e\u8bcd&#xff09;&#xff0c;\u751f\u6210\u6548\u679c\u8d8a\u8d34\u8fd1\u9884\u671f&#xff0c;\u5efa\u8bae\u660e\u786e\u6307\u5b9a\u5149\u5f71\u3001\u8272\u5f69\u3001\u6784\u56fe\u7b49\u53c2\u6570&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u4e0b\u8f7d\u5b8c\u6210\u540e&#xff0c;\u9700\u786e\u4fddckpt_dir\u8def\u5f84\u6b63\u786e&#xff0c;\u907f\u514d\u51fa\u73b0\u6a21\u578b\u52a0\u8f7d\u5931\u8d25\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u56db\u3001\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u9645\u4ef7\u503c<\/h3>\n<p>Wan2.2\u7684\u591a\u7248\u672c\u9002\u914d\u4e0e\u5f3a\u5927\u529f\u80fd&#xff0c;\u4f7f\u5176\u80fd\u591f\u8986\u76d6\u4ece\u6d88\u8d39\u7ea7\u521b\u4f5c\u5230\u5de5\u4e1a\u7ea7\u5e94\u7528\u7684\u5e7f\u6cdb\u573a\u666f&#xff0c;\u65e0\u8bba\u662f\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u8fd8\u662f\u4f01\u4e1a&#xff0c;\u90fd\u80fd\u501f\u52a9\u5176\u964d\u4f4e\u89c6\u9891\u751f\u6210\u95e8\u69db\u3001\u63d0\u5347\u521b\u4f5c\u6548\u7387&#xff0c;\u4ee5\u4e0b\u662f\u6838\u5fc3\u5e94\u7528\u573a\u666f\u89e3\u6790&#xff1a;<\/p>\n<h4>4.1 \u6d88\u8d39\u7ea7\u5185\u5bb9\u521b\u4f5c<\/h4>\n<p>\u5bf9\u4e8e\u81ea\u5a92\u4f53\u521b\u4f5c\u8005\u3001\u77ed\u89c6\u9891\u535a\u4e3b&#xff0c;Wan2.2\u7684\u8f7b\u91cf\u7248\u6a21\u578b\u53ef\u5feb\u901f\u751f\u6210\u77ed\u89c6\u9891\u7d20\u6750\u3001\u52a8\u6001\u6d77\u62a5\u3001\u573a\u666f\u7279\u6548&#xff0c;\u65e0\u9700\u4e13\u4e1a\u5f71\u89c6\u540e\u671f\u6280\u80fd&#xff0c;\u901a\u8fc7\u7b80\u5355\u63d0\u793a\u8bcd\u5373\u53ef\u5b9e\u73b0\u7535\u5f71\u7ea7\u6548\u679c&#xff0c;\u5927\u5e45\u964d\u4f4e\u521b\u4f5c\u6210\u672c&#xff1b;\u540c\u65f6\u652f\u6301\u591a\u8f6e\u63d0\u793a\u8bcd\u6269\u5c55&#xff0c;\u53ef\u62fc\u63a5\u751f\u6210\u5b8c\u6574\u77ed\u5267&#xff0c;\u9002\u914d\u6296\u97f3\u3001\u89c6\u9891\u53f7\u7b49\u5e73\u53f0\u7684\u5185\u5bb9\u9700\u6c42\u3002<\/p>\n<h4>4.2 \u5de5\u4e1a\u7ea7\u89c6\u89c9\u5e94\u7528<\/h4>\n<p>\u5728\u5e7f\u544a\u5236\u4f5c\u3001\u6e38\u620f\u5f00\u53d1\u3001\u5f71\u89c6\u540e\u671f\u7b49\u9886\u57df&#xff0c;Wan2.2\u7684A14B\u7cfb\u5217\u6a21\u578b\u53ef\u751f\u6210\u4e13\u4e1a\u7ea7\u52a8\u6001\u573a\u666f\u3001\u89d2\u8272\u52a8\u753b\u3001\u5e7f\u544a\u7247\u7d20\u6750&#xff0c;\u4f8b\u5982&#xff1a;\u751f\u6210\u6e38\u620f\u573a\u666f\u7684\u52a8\u6001\u6f14\u793a\u3001\u5e7f\u544a\u7247\u7684\u4ea7\u54c1\u5c55\u793a\u89c6\u9891\u3001\u5f71\u89c6\u540e\u671f\u7684\u573a\u666f\u7279\u6548&#xff0c;\u66ff\u4ee3\u90e8\u5206\u4eba\u5de5\u5236\u4f5c\u73af\u8282&#xff0c;\u63d0\u5347\u751f\u4ea7\u6548\u7387\u3002<\/p>\n<h4>4.3 \u79d1\u7814\u4e0e\u5b66\u672f\u7814\u7a76<\/h4>\n<p>\u4f5c\u4e3a\u5f00\u6e90\u7684MoE\u67b6\u6784\u89c6\u9891\u751f\u6210\u6a21\u578b&#xff0c;Wan2.2\u4e3a\u79d1\u7814\u4eba\u5458\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u7814\u7a76\u8f7d\u4f53&#xff0c;\u53ef\u57fa\u4e8e\u5176\u63a2\u7d22MoE\u67b6\u6784\u5728\u89c6\u9891\u751f\u6210\u4e2d\u7684\u4f18\u5316\u65b9\u5411\u3001\u7f8e\u5b66\u63a7\u5236\u7684\u5b9e\u73b0\u65b9\u6cd5\u3001\u9ad8\u6548\u63a8\u7406\u7684\u6280\u672f\u8def\u5f84&#xff0c;\u540c\u65f6\u5176\u8f7b\u91cf\u7248\u6a21\u578b\u53ef\u5feb\u901f\u7528\u4e8e\u5b9e\u9a8c\u9a8c\u8bc1&#xff0c;\u964d\u4f4e\u79d1\u7814\u95e8\u69db\u3002<\/p>\n<h4>4.4 \u5176\u4ed6\u521b\u65b0\u573a\u666f<\/h4>\n<ul>\n<li>\n<p>\u52a8\u6001\u6570\u5b57\u4eba&#xff1a;\u7ed3\u5408\u56fe\u751f\u89c6\u9891\u529f\u80fd&#xff0c;\u5c06\u6570\u5b57\u4eba\u56fe\u50cf\u8f6c\u6362\u4e3a\u52a8\u6001\u89c6\u9891&#xff0c;\u5b9e\u73b0\u6570\u5b57\u4eba\u8868\u60c5\u3001\u52a8\u4f5c\u7684\u6d41\u7545\u751f\u6210&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6559\u80b2\u79d1\u666e&#xff1a;\u751f\u6210\u52a8\u6001\u7684\u79d1\u666e\u89c6\u9891\u3001\u77e5\u8bc6\u70b9\u6f14\u793a\u89c6\u9891&#xff0c;\u8ba9\u62bd\u8c61\u5185\u5bb9\u66f4\u76f4\u89c2&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u8ba1\u9884\u89c8&#xff1a;\u4e3a\u5efa\u7b51\u8bbe\u8ba1\u3001\u4ea7\u54c1\u8bbe\u8ba1\u751f\u6210\u52a8\u6001\u9884\u89c8\u89c6\u9891&#xff0c;\u5c55\u793a\u8bbe\u8ba1\u6548\u679c\u7684\u52a8\u6001\u53d8\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e94\u3001\u6a21\u578b\u5bf9\u6bd4\u4e0e\u4f18\u52bf\u603b\u7ed3<\/h3>\n<p>\u4e3a\u4e86\u8ba9\u5f00\u53d1\u8005\u66f4\u6e05\u6670\u5730\u4e86\u89e3Wan2.2\u7684\u7ade\u4e89\u529b&#xff0c;\u4ee5\u4e0b\u5c06\u5176\u4e0e\u5f53\u524d\u4e3b\u6d41\u5f00\u6e90\u89c6\u9891\u751f\u6210\u6a21\u578b&#xff08;\u5982Runway Gen-2\u3001Stable Video Diffusion&#xff09;\u8fdb\u884c\u6838\u5fc3\u7ef4\u5ea6\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u67b6\u6784\u6700\u9ad8\u5206\u8fa8\u7387\u7f8e\u5b66\u63a7\u5236\u6d88\u8d39\u7ea7GPU\u9002\u914d\u6838\u5fc3\u4f18\u52bf<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">Wan2.2<\/td>\n<td align=\"left\">MoE&#043;\u6269\u6563\u6a21\u578b<\/td>\n<td align=\"left\">720P&#064;24fps<\/td>\n<td align=\"left\">\u652f\u6301&#xff08;\u5149\u5f71\/\u8272\u5f69\/\u6784\u56fe&#xff09;<\/td>\n<td align=\"left\">\u652f\u6301&#xff08;RTX 4090\u53ef\u8fd0\u884c&#xff09;<\/td>\n<td align=\"left\">\u9ad8\u6548\u63a8\u7406\u3001\u7535\u5f71\u7ea7\u7f8e\u5b66\u3001\u591a\u7248\u672c\u9002\u914d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Runway Gen-2<\/td>\n<td align=\"left\">\u6269\u6563\u6a21\u578b<\/td>\n<td align=\"left\">1080P<\/td>\n<td align=\"left\">\u57fa\u7840\u652f\u6301<\/td>\n<td align=\"left\">\u4e0d\u652f\u6301&#xff08;\u95ed\u6e90&#xff0c;\u9700\u4e91\u7aef\u8c03\u7528&#xff09;<\/td>\n<td align=\"left\">\u751f\u6210\u8d28\u91cf\u9ad8&#xff0c;\u573a\u666f\u8986\u76d6\u5e7f<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Stable Video Diffusion<\/td>\n<td align=\"left\">\u6269\u6563\u6a21\u578b<\/td>\n<td align=\"left\">512&#215;512<\/td>\n<td align=\"left\">\u4e0d\u652f\u6301<\/td>\n<td align=\"left\">\u652f\u6301<\/td>\n<td align=\"left\">\u8f7b\u91cf\u5316\u3001\u90e8\u7f72\u7b80\u5355<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u5bf9\u6bd4\u4e2d\u53ef\u770b\u51fa&#xff0c;Wan2.2\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u201c\u5f00\u6e90\u514d\u8d39&#043;\u9ad8\u6548\u63a8\u7406&#043;\u7535\u5f71\u7ea7\u7f8e\u5b66\u201d\u7684\u4e09\u91cd\u4f18\u52bf&#xff1a;\u76f8\u8f83\u4e8e\u95ed\u6e90\u6a21\u578b&#xff0c;\u5b83\u652f\u6301\u672c\u5730\u90e8\u7f72\u3001\u53ef\u5b9a\u5236\u5316&#xff1b;\u76f8\u8f83\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b&#xff0c;\u5b83\u5728\u751f\u6210\u8d28\u91cf\u3001\u7f8e\u5b66\u63a7\u5236\u3001\u6548\u7387\u4e0a\u5747\u6709\u660e\u663e\u63d0\u5347&#xff0c;\u662f\u5f53\u524d\u6700\u9002\u5408\u5f00\u53d1\u8005\u843d\u5730\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u4e4b\u4e00\u3002<\/p>\n<h3>\u516d\u3001\u672a\u6765\u5c55\u671b\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h3>\n<h4>6.1 \u6a21\u578b\u672a\u6765\u5347\u7ea7\u65b9\u5411<\/h4>\n<p>\u6839\u636e\u963f\u91cc\u901a\u4e49\u4e07\u76f8\u5b98\u65b9\u89c4\u5212&#xff0c;Wan2.2\u540e\u7eed\u5c06\u91cd\u70b9\u5347\u7ea7\u4e09\u5927\u65b9\u5411&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u80fd\u529b\u4e0e\u5b9e\u7528\u6027&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u65f6\u957f\u6269\u5c55&#xff1a;\u652f\u6301\u66f4\u957f\u65f6\u957f\u89c6\u9891\u751f\u6210&#xff08;\u9884\u8ba1\u5347\u7ea7\u81f315-30s&#xff09;&#xff0c;\u89e3\u51b3\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u201c\u65f6\u957f\u77ed\u201d\u7684\u75db\u70b9&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7cbe\u5ea6\u63d0\u5347&#xff1a;\u4f18\u5316\u7ec6\u8282\u751f\u6210\u80fd\u529b&#xff0c;\u51cf\u5c11\u4eba\u7269\u9762\u90e8\u626d\u66f2\u3001\u7269\u4f53\u8fd0\u52a8\u50f5\u786c\u7b49\u95ee\u9898&#xff0c;\u652f\u63011080P\u9ad8\u6e05\u751f\u6210&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u529f\u80fd\u6269\u5c55&#xff1a;\u65b0\u589e\u8bed\u97f3\u8f6c\u89c6\u9891&#xff08;S2V&#xff09;\u3001\u89c6\u9891\u7f16\u8f91&#xff08;\u5982\u573a\u666f\u5207\u6362\u3001\u7279\u6548\u6dfb\u52a0&#xff09;\u7b49\u529f\u80fd&#xff0c;\u5b8c\u5584\u521b\u4f5c\u95ed\u73af\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>6.2 \u5f00\u53d1\u8005\u6ce8\u610f\u4e8b\u9879<\/h4>\n<ul>\n<li>\n<p>\u7248\u6743\u8bf4\u660e&#xff1a;Wan2.2\u6a21\u578b\u5f00\u6e90\u4f9b\u975e\u5546\u4e1a\u7528\u9014\u4f7f\u7528&#xff0c;\u5546\u4e1a\u5e94\u7528\u9700\u8054\u7cfb\u963f\u91cc\u5b98\u65b9\u83b7\u53d6\u6388\u6743&#xff0c;\u907f\u514d\u7248\u6743\u7ea0\u7eb7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5408\u89c4&#xff1a;\u4f7f\u7528\u6a21\u578b\u751f\u6210\u89c6\u9891\u65f6&#xff0c;\u9700\u786e\u4fdd\u63d0\u793a\u8bcd\u3001\u8f93\u5165\u56fe\u50cf\u4e0d\u5305\u542b\u8fdd\u89c4\u5185\u5bb9&#xff0c;\u9075\u5b88\u76f8\u5173\u6cd5\u5f8b\u6cd5\u89c4&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6027\u80fd\u4f18\u5316&#xff1a;\u591a\u5361\u5e76\u884c\u90e8\u7f72\u65f6&#xff0c;\u53ef\u542f\u7528FSDP\u5206\u5e03\u5f0f\u8bad\u7ec3\/\u63a8\u7406&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u751f\u6210\u901f\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u95ee\u9898\u6392\u67e5&#xff1a;\u82e5\u51fa\u73b0\u663e\u5b58\u4e0d\u8db3&#xff0c;\u53ef\u964d\u4f4e\u5206\u8fa8\u7387\u3001\u542f\u7528\u6a21\u578b\u5378\u8f7d&#xff1b;\u82e5\u751f\u6210\u6548\u679c\u4e0d\u4f73&#xff0c;\u53ef\u4f18\u5316\u63d0\u793a\u8bcd&#xff08;\u589e\u52a0\u7f8e\u5b66\u5173\u952e\u8bcd&#xff09;\u3001\u8c03\u6574\u5e27\u7387\u4e0e\u65f6\u957f\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e03\u3001\u603b\u7ed3<\/h3>\n<p>Wan2.2\u7684\u5f00\u6e90&#xff0c;\u4e0d\u4ec5\u586b\u8865\u4e86\u5f00\u6e90\u89c6\u9891\u751f\u6210\u6a21\u578b\u5728\u7535\u5f71\u7ea7\u7f8e\u5b66\u63a7\u5236\u3001\u9ad8\u6548\u63a8\u7406\u4e0a\u7684\u7a7a\u767d&#xff0c;\u66f4\u901a\u8fc7MoE\u67b6\u6784\u7684\u521b\u65b0\u5e94\u7528&#xff0c;\u4e3a\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u201c\u5927\u53c2\u6570\u91cf\u4e0e\u9ad8\u6548\u63a8\u7406\u201d\u63d0\u4f9b\u4e86\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00&#xff0c;\u5b83\u65e2\u662f\u4e00\u6b3e\u53ef\u5feb\u901f\u843d\u5730\u7684\u89c6\u9891\u751f\u6210\u5de5\u5177&#xff0c;\u4e5f\u662f\u5b66\u4e60MoE\u67b6\u6784\u3001\u6269\u6563\u6a21\u578b\u3001\u7f8e\u5b66\u63a7\u5236\u7684\u4f18\u8d28\u5f00\u6e90\u6848\u4f8b&#xff1b;\u5bf9\u4e8e\u521b\u4f5c\u8005\u800c\u8a00&#xff0c;\u5b83\u6253\u7834\u4e86\u4e13\u4e1a\u5f71\u89c6\u540e\u671f\u7684\u95e8\u69db&#xff0c;\u8ba9\u7535\u5f71\u7ea7\u89c6\u9891\u521b\u4f5c\u89e6\u624b\u53ef\u53ca\u3002<\/p>\n<p>\u968f\u7740\u540e\u7eed\u7248\u672c\u7684\u5347\u7ea7\u4e0e\u793e\u533a\u7684\u5b8c\u5584&#xff0c;Wan2.2\u6709\u671b\u6210\u4e3a\u5f00\u6e90\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u6807\u6746\u6a21\u578b&#xff0c;\u63a8\u52a8AI\u89c6\u9891\u751f\u6210\u6280\u672f\u5728\u66f4\u591a\u573a\u666f\u7684\u843d\u5730\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4&#xff0c;\u73b0\u5728\u6b63\u662f\u4e0a\u624bWan2.2\u7684\u6700\u4f73\u65f6\u673a&#xff0c;\u901a\u8fc7\u5b9e\u64cd\u719f\u6089\u6a21\u578b\u90e8\u7f72\u4e0e\u63d0\u793a\u8bcd\u4f18\u5316&#xff0c;\u53ef\u5feb\u901f\u638c\u63e1AI\u89c6\u9891\u751f\u6210\u7684\u6838\u5fc3\u80fd\u529b&#xff0c;\u62a2\u5360\u6280\u672f\u7ea2\u5229\u3002<\/p>\n<p>&#x1f4cc; \u53c2\u8003\u8d44\u6e90&#xff1a;<\/p>\n<ul>\n<li>\n<p>Wan2.2\u5b98\u65b9\u4ed3\u5e93&#xff1a;https:\/\/github.com\/Wan-Video\/Wan2.2<\/p>\n<\/li>\n<li>\n<p>\u901a\u4e49\u4e07\u76f8Wan2.2\u5b98\u65b9\u6587\u6863&#xff1a;https:\/\/tongyi.aliyun.com\/wan\/blog\/wan2.2<\/p>\n<\/li>\n<li>\n<p>Wan2.2\u6a21\u578b\u4e0b\u8f7d&#xff08;HuggingFace&#xff09;&#xff1a;https:\/\/huggingface.co\/Wan-AI<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00<br 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This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u963f\u91cc\u5f00\u6e90Wan2.2\u6a21\u578b\u5168\u9762\u89e3\u6790\uff1aMoE\u67b6\u6784\u52a0\u6301\uff0c\u7535\u5f71\u7ea7\u89c6\u9891\u751f\u6210\u89e6\u624b\u53ef\u53ca - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/71244.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u963f\u91cc\u5f00\u6e90Wan2.2\u6a21\u578b\u5168\u9762\u89e3\u6790\uff1aMoE\u67b6\u6784\u52a0\u6301\uff0c\u7535\u5f71\u7ea7\u89c6\u9891\u751f\u6210\u89e6\u624b\u53ef\u53ca - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u524d\u8a00 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